Pandas Profiling Report

Dataset statistics

Number of variables	27
Number of observations	396030
Missing cells	81590
Missing cells (%)	0.8%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	339.4 MiB
Average record size in memory	898.7 B

Variable types

Numeric	12
Categorical	10
Text	3
DateTime	2

Alerts

`dti` is highly overall correlated with `emp_length`	High correlation
`emp_length` is highly overall correlated with `dti`	High correlation
`grade` is highly overall correlated with `int_rate` and 1 other fields	High correlation
`installment` is highly overall correlated with `loan_amnt`	High correlation
`int_rate` is highly overall correlated with `grade` and 1 other fields	High correlation
`loan_amnt` is highly overall correlated with `installment`	High correlation
`open_acc` is highly overall correlated with `total_acc`	High correlation
`pub_rec` is highly overall correlated with `pub_rec_bankruptcies`	High correlation
`pub_rec_bankruptcies` is highly overall correlated with `pub_rec`	High correlation
`sub_grade` is highly overall correlated with `grade` and 1 other fields	High correlation
`total_acc` is highly overall correlated with `open_acc`	High correlation
`application_type` is highly imbalanced (98.7%)	Imbalance
`emp_title` has 22927 (5.8%) missing values	Missing
`emp_length` has 18301 (4.6%) missing values	Missing
`mort_acc` has 37795 (9.5%) missing values	Missing
`annual_inc` is highly skewed (γ1 = 41.04272475)	Skewed
`dti` is highly skewed (γ1 = 431.0512254)	Skewed
`pub_rec` has 338272 (85.4%) zeros	Zeros
`mort_acc` has 139777 (35.3%) zeros	Zeros
`pub_rec_bankruptcies` has 350380 (88.5%) zeros	Zeros

Reproduction

Analysis started	2024-10-06 21:24:54.308203
Analysis finished	2024-10-06 21:25:25.795716
Duration	31.49 seconds
Software version	ydata-profiling vv4.9.0
Download configuration	config.json

loan_amnt
Real number (ℝ)

HIGH CORRELATION

Distinct	1397
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14113.888

Minimum	500
Maximum	40000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	500
5-th percentile	3250
Q1	8000
median	12000
Q3	20000
95-th percentile	30975
Maximum	40000
Range	39500
Interquartile range (IQR)	12000

Descriptive statistics

Standard deviation	8357.4413
Coefficient of variation (CV)	0.59214309
Kurtosis	-0.062597535
Mean	14113.888
Median Absolute Deviation (MAD)	5500
Skewness	0.77728547
Sum	5.5895231 × 10⁹
Variance	69846826
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10000	27668	7.0%
12000	21366	5.4%
15000	19903	5.0%
20000	18969	4.8%
35000	14576	3.7%
8000	13539	3.4%
6000	12734	3.2%
5000	12443	3.1%
16000	10129	2.6%
18000	9195	2.3%
Other values (1387)	235508	59.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
500	4	< 0.1%
700	1	< 0.1%
725	1	< 0.1%
750	1	< 0.1%
800	1	< 0.1%
900	1	< 0.1%
950	1	< 0.1%
1000	1448	0.4%
1025	4	< 0.1%
1050	10	< 0.1%

Value	Count	Frequency (%)
40000	180	< 0.1%
39700	1	< 0.1%
39600	1	< 0.1%
39500	1	< 0.1%
39475	1	< 0.1%
39200	1	< 0.1%
38825	1	< 0.1%
38750	1	< 0.1%
38475	1	< 0.1%
38300	1	< 0.1%

term
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	22.3 MiB

36 months	302005
60 months	94025

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	3960300
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	36 months
2nd row	36 months
3rd row	36 months
4th row	36 months
5th row	60 months

Common Values

Value	Count	Frequency (%)
36 months	302005	76.3%
60 months	94025	23.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
months	396030	50.0%
36	302005	38.1%
60	94025	11.9%

Most occurring characters

Value	Count	Frequency (%)
	792060	20.0%
6	396030	10.0%
t	396030	10.0%
m	396030	10.0%
o	396030	10.0%
n	396030	10.0%
s	396030	10.0%
h	396030	10.0%
3	302005	7.6%
0	94025	2.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3960300	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	792060	20.0%
6	396030	10.0%
t	396030	10.0%
m	396030	10.0%
o	396030	10.0%
n	396030	10.0%
s	396030	10.0%
h	396030	10.0%
3	302005	7.6%
0	94025	2.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3960300	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	792060	20.0%
6	396030	10.0%
t	396030	10.0%
m	396030	10.0%
o	396030	10.0%
n	396030	10.0%
s	396030	10.0%
h	396030	10.0%
3	302005	7.6%
0	94025	2.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3960300	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	792060	20.0%
6	396030	10.0%
t	396030	10.0%
m	396030	10.0%
o	396030	10.0%
n	396030	10.0%
s	396030	10.0%
h	396030	10.0%
3	302005	7.6%
0	94025	2.4%

int_rate
Real number (ℝ)

HIGH CORRELATION

Distinct	566
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.6394

Minimum	5.32
Maximum	30.99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	5.32
5-th percentile	6.89
Q1	10.49
median	13.33
Q3	16.49
95-th percentile	21.97
Maximum	30.99
Range	25.67
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.4721574
Coefficient of variation (CV)	0.3278852
Kurtosis	-0.14394654
Mean	13.6394
Median Absolute Deviation (MAD)	3.08
Skewness	0.42066947
Sum	5401611.6
Variance	20.000192
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.99	12411	3.1%
12.99	9632	2.4%
15.61	9350	2.4%
11.99	8582	2.2%
8.9	8019	2.0%
12.12	7358	1.9%
7.9	7332	1.9%
16.29	6632	1.7%
13.11	6580	1.7%
6.03	6291	1.6%
Other values (556)	313843	79.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.32	2440	0.6%
5.42	465	0.1%
5.79	333	0.1%
5.93	431	0.1%
5.99	278	0.1%
6	70	< 0.1%
6.03	6291	1.6%
6.17	220	0.1%
6.24	1184	0.3%
6.39	656	0.2%

Value	Count	Frequency (%)
30.99	13	< 0.1%
30.94	3	< 0.1%
30.89	3	< 0.1%
30.84	1	< 0.1%
30.79	9	< 0.1%
30.74	4	< 0.1%
30.49	5	< 0.1%
29.99	7	< 0.1%
29.96	8	< 0.1%
29.67	15	< 0.1%

installment
Real number (ℝ)

HIGH CORRELATION

Distinct	55706
Distinct (%)	14.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	431.8497

Minimum	16.08
Maximum	1533.81
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	16.08
5-th percentile	109.51
Q1	250.33
median	375.43
Q3	567.3
95-th percentile	925.6
Maximum	1533.81
Range	1517.73
Interquartile range (IQR)	316.97

Descriptive statistics

Standard deviation	250.72779
Coefficient of variation (CV)	0.5805904
Kurtosis	0.78381992
Mean	431.8497
Median Absolute Deviation (MAD)	150.5
Skewness	0.98359816
Sum	1.7102544 × 10⁸
Variance	62864.424
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
327.34	968	0.2%
332.1	791	0.2%
491.01	736	0.2%
336.9	686	0.2%
392.81	683	0.2%
332.72	641	0.2%
337.47	624	0.2%
317.54	574	0.1%
654.68	556	0.1%
261.88	527	0.1%
Other values (55696)	389244	98.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16.08	1	< 0.1%
16.25	1	< 0.1%
16.31	1	< 0.1%
16.47	1	< 0.1%
19.87	1	< 0.1%
20.22	1	< 0.1%
21.25	1	< 0.1%
21.62	1	< 0.1%
21.99	1	< 0.1%
22.24	1	< 0.1%

Value	Count	Frequency (%)
1533.81	1	< 0.1%
1527	1	< 0.1%
1503.85	1	< 0.1%
1479.49	1	< 0.1%
1464.42	1	< 0.1%
1458.25	1	< 0.1%
1451.14	2	< 0.1%
1451.12	2	< 0.1%
1445.9	1	< 0.1%
1443.76	1	< 0.1%

grade
Categorical

HIGH CORRELATION

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	18.9 MiB

B	116018
C	105987
A	64187
D	63524
E	31488
Other values (2)	14826

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	396030
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	B
2nd row	B
3rd row	B
4th row	A
5th row	C

Common Values

Value	Count	Frequency (%)
B	116018	29.3%
C	105987	26.8%
A	64187	16.2%
D	63524	16.0%
E	31488	8.0%
F	11772	3.0%
G	3054	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
b	116018	29.3%
c	105987	26.8%
a	64187	16.2%
d	63524	16.0%
e	31488	8.0%
f	11772	3.0%
g	3054	0.8%

Most occurring characters

Value	Count	Frequency (%)
B	116018	29.3%
C	105987	26.8%
A	64187	16.2%
D	63524	16.0%
E	31488	8.0%
F	11772	3.0%
G	3054	0.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	396030	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
B	116018	29.3%
C	105987	26.8%
A	64187	16.2%
D	63524	16.0%
E	31488	8.0%
F	11772	3.0%
G	3054	0.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	396030	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
B	116018	29.3%
C	105987	26.8%
A	64187	16.2%
D	63524	16.0%
E	31488	8.0%
F	11772	3.0%
G	3054	0.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	396030	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
B	116018	29.3%
C	105987	26.8%
A	64187	16.2%
D	63524	16.0%
E	31488	8.0%
F	11772	3.0%
G	3054	0.8%

sub_grade
Categorical

HIGH CORRELATION

Distinct	35
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	19.3 MiB

B3	26655
B4	25601
C1	23662
C2	22580
B2	22495
Other values (30)	275037

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	792060
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	B4
2nd row	B5
3rd row	B3
4th row	A2
5th row	C5

Common Values

Value	Count	Frequency (%)
B3	26655	6.7%
B4	25601	6.5%
C1	23662	6.0%
C2	22580	5.7%
B2	22495	5.7%
B5	22085	5.6%
C3	21221	5.4%
C4	20280	5.1%
B1	19182	4.8%
A5	18526	4.7%
Other values (25)	173743	43.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
b3	26655	6.7%
b4	25601	6.5%
c1	23662	6.0%
c2	22580	5.7%
b2	22495	5.7%
b5	22085	5.6%
c3	21221	5.4%
c4	20280	5.1%
b1	19182	4.8%
a5	18526	4.7%
Other values (25)	173743	43.9%

Most occurring characters

Value	Count	Frequency (%)
B	116018	14.6%
C	105987	13.4%
1	81077	10.2%
4	80849	10.2%
3	79720	10.1%
2	79544	10.0%
5	74840	9.4%
A	64187	8.1%
D	63524	8.0%
E	31488	4.0%
Other values (2)	14826	1.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	792060	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
B	116018	14.6%
C	105987	13.4%
1	81077	10.2%
4	80849	10.2%
3	79720	10.1%
2	79544	10.0%
5	74840	9.4%
A	64187	8.1%
D	63524	8.0%
E	31488	4.0%
Other values (2)	14826	1.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	792060	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
B	116018	14.6%
C	105987	13.4%
1	81077	10.2%
4	80849	10.2%
3	79720	10.1%
2	79544	10.0%
5	74840	9.4%
A	64187	8.1%
D	63524	8.0%
E	31488	4.0%
Other values (2)	14826	1.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	792060	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
B	116018	14.6%
C	105987	13.4%
1	81077	10.2%
4	80849	10.2%
3	79720	10.1%
2	79544	10.0%
5	74840	9.4%
A	64187	8.1%
D	63524	8.0%
E	31488	4.0%
Other values (2)	14826	1.9%

emp_title
Text

MISSING

Distinct	173105
Distinct (%)	46.4%
Missing	22927
Missing (%)	5.8%
Memory size	24.0 MiB

Length

Max length	78
Median length	56
Mean length	16.586736
Min length	1

Characters and Unicode

Total characters	6188561
Distinct characters	125
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	145247 ?
Unique (%)	38.9%

Sample

1st row	Marketing
2nd row	Credit analyst
3rd row	Statistician
4th row	Client Advocate
5th row	Destiny Management Inc.

Value	Count	Frequency (%)
manager	39270	4.7%
of	15802	1.9%
inc	10469	1.2%
director	9837	1.2%
sales	9635	1.1%
assistant	9259	1.1%
analyst	7652	0.9%
specialist	7627	0.9%
supervisor	7501	0.9%
engineer	7462	0.9%
Other values (55359)	717784	85.2%

Most occurring characters

Value	Count	Frequency (%)
e	606206	9.8%
	487836	7.9%
r	470449	7.6%
a	455384	7.4%
i	406094	6.6%
n	405205	6.5%
t	373457	6.0%
o	330975	5.3%
s	293945	4.7%
c	244175	3.9%
Other values (115)	2114835	34.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	6188561	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	606206	9.8%
	487836	7.9%
r	470449	7.6%
a	455384	7.4%
i	406094	6.6%
n	405205	6.5%
t	373457	6.0%
o	330975	5.3%
s	293945	4.7%
c	244175	3.9%
Other values (115)	2114835	34.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	6188561	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	606206	9.8%
	487836	7.9%
r	470449	7.6%
a	455384	7.4%
i	406094	6.6%
n	405205	6.5%
t	373457	6.0%
o	330975	5.3%
s	293945	4.7%
c	244175	3.9%
Other values (115)	2114835	34.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	6188561	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	606206	9.8%
	487836	7.9%
r	470449	7.6%
a	455384	7.4%
i	406094	6.6%
n	405205	6.5%
t	373457	6.0%
o	330975	5.3%
s	293945	4.7%
c	244175	3.9%
Other values (115)	2114835	34.2%

emp_length
Categorical

HIGH CORRELATION MISSING

Distinct	11
Distinct (%)	< 0.1%
Missing	18301
Missing (%)	4.6%
Memory size	21.4 MiB

10+ years	126041
2 years	35827
< 1 year	31725
3 years	31665
5 years	26495
Other values (6)	125976

Length

Max length	9
Median length	7
Mean length	7.6828308
Min length	6

Characters and Unicode

Total characters	2902028
Distinct characters	18
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	10+ years
2nd row	4 years
3rd row	< 1 year
4th row	6 years
5th row	9 years

Common Values

Value	Count	Frequency (%)
10+ years	126041	31.8%
2 years	35827	9.0%
< 1 year	31725	8.0%
3 years	31665	8.0%
5 years	26495	6.7%
1 year	25882	6.5%
4 years	23952	6.0%
6 years	20841	5.3%
7 years	20819	5.3%
8 years	19168	4.8%
(Missing)	18301	4.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
years	320122	40.7%
10	126041	16.0%
1	57607	7.3%
year	57607	7.3%
2	35827	4.6%
	31725	4.0%
3	31665	4.0%
5	26495	3.4%
4	23952	3.0%
6	20841	2.6%
Other values (3)	55301	7.0%

Most occurring characters

Value	Count	Frequency (%)
	409454	14.1%
y	377729	13.0%
r	377729	13.0%
a	377729	13.0%
e	377729	13.0%
s	320122	11.0%
1	183648	6.3%
0	126041	4.3%
+	126041	4.3%
2	35827	1.2%
Other values (8)	189979	6.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2902028	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	409454	14.1%
y	377729	13.0%
r	377729	13.0%
a	377729	13.0%
e	377729	13.0%
s	320122	11.0%
1	183648	6.3%
0	126041	4.3%
+	126041	4.3%
2	35827	1.2%
Other values (8)	189979	6.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2902028	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	409454	14.1%
y	377729	13.0%
r	377729	13.0%
a	377729	13.0%
e	377729	13.0%
s	320122	11.0%
1	183648	6.3%
0	126041	4.3%
+	126041	4.3%
2	35827	1.2%
Other values (8)	189979	6.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2902028	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	409454	14.1%
y	377729	13.0%
r	377729	13.0%
a	377729	13.0%
e	377729	13.0%
s	320122	11.0%
1	183648	6.3%
0	126041	4.3%
+	126041	4.3%
2	35827	1.2%
Other values (8)	189979	6.5%

home_ownership
Categorical

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	20.7 MiB

MORTGAGE	198348
RENT	159790
OWN	37746
OTHER	112
NONE	31

Length

Max length	8
Median length	8
Mean length	5.9083277
Min length	3

Characters and Unicode

Total characters	2339875
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	RENT
2nd row	MORTGAGE
3rd row	RENT
4th row	RENT
5th row	MORTGAGE

Common Values

Value	Count	Frequency (%)
MORTGAGE	198348	50.1%
RENT	159790	40.3%
OWN	37746	9.5%
OTHER	112	< 0.1%
NONE	31	< 0.1%
ANY	3	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
mortgage	198348	50.1%
rent	159790	40.3%
own	37746	9.5%
other	112	< 0.1%
none	31	< 0.1%
any	3	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
G	396696	17.0%
E	358281	15.3%
R	358250	15.3%
T	358250	15.3%
O	236237	10.1%
A	198351	8.5%
M	198348	8.5%
N	197601	8.4%
W	37746	1.6%
H	112	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2339875	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
G	396696	17.0%
E	358281	15.3%
R	358250	15.3%
T	358250	15.3%
O	236237	10.1%
A	198351	8.5%
M	198348	8.5%
N	197601	8.4%
W	37746	1.6%
H	112	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2339875	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
G	396696	17.0%
E	358281	15.3%
R	358250	15.3%
T	358250	15.3%
O	236237	10.1%
A	198351	8.5%
M	198348	8.5%
N	197601	8.4%
W	37746	1.6%
H	112	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2339875	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
G	396696	17.0%
E	358281	15.3%
R	358250	15.3%
T	358250	15.3%
O	236237	10.1%
A	198351	8.5%
M	198348	8.5%
N	197601	8.4%
W	37746	1.6%
H	112	< 0.1%

annual_inc
Real number (ℝ)

SKEWED

Distinct	27197
Distinct (%)	6.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	74203.176

Minimum	0
Maximum	8706582
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	28000
Q1	45000
median	64000
Q3	90000
95-th percentile	150000
Maximum	8706582
Range	8706582
Interquartile range (IQR)	45000

Descriptive statistics

Standard deviation	61637.621
Coefficient of variation (CV)	0.83066015
Kurtosis	4238.5506
Mean	74203.176
Median Absolute Deviation (MAD)	21000
Skewness	41.042725
Sum	2.9386684 × 10¹⁰
Variance	3.7991963 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60000	15313	3.9%
50000	13303	3.4%
65000	11333	2.9%
70000	10674	2.7%
40000	10629	2.7%
45000	10114	2.6%
80000	9971	2.5%
75000	9850	2.5%
55000	9195	2.3%
90000	7573	1.9%
Other values (27187)	288075	72.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
600	1	< 0.1%
2500	1	< 0.1%
4000	2	< 0.1%
4080	1	< 0.1%
4200	1	< 0.1%
4524	1	< 0.1%
4800	6	< 0.1%
4888	1	< 0.1%
5000	3	< 0.1%

Value	Count	Frequency (%)
8706582	1	< 0.1%
7600000	1	< 0.1%
7446395	1	< 0.1%
7141778	1	< 0.1%
7000000	1	< 0.1%
6500000	1	< 0.1%
6100000	1	< 0.1%
6000000	2	< 0.1%
5000000	1	< 0.1%
4900000	1	< 0.1%

verification_status
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	22.9 MiB

Verified	139563
Source Verified	131385
Not Verified	125082

Length

Max length	15
Median length	12
Mean length	11.585645
Min length	8

Characters and Unicode

Total characters	4588263
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not Verified
2nd row	Not Verified
3rd row	Source Verified
4th row	Not Verified
5th row	Verified

Common Values

Value	Count	Frequency (%)
Verified	139563	35.2%
Source Verified	131385	33.2%
Not Verified	125082	31.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
verified	396030	60.7%
source	131385	20.1%
not	125082	19.2%

Most occurring characters

Value	Count	Frequency (%)
e	923445	20.1%
i	792060	17.3%
r	527415	11.5%
V	396030	8.6%
f	396030	8.6%
d	396030	8.6%
o	256467	5.6%
	256467	5.6%
S	131385	2.9%
u	131385	2.9%
Other values (3)	381549	8.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4588263	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	923445	20.1%
i	792060	17.3%
r	527415	11.5%
V	396030	8.6%
f	396030	8.6%
d	396030	8.6%
o	256467	5.6%
	256467	5.6%
S	131385	2.9%
u	131385	2.9%
Other values (3)	381549	8.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4588263	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	923445	20.1%
i	792060	17.3%
r	527415	11.5%
V	396030	8.6%
f	396030	8.6%
d	396030	8.6%
o	256467	5.6%
	256467	5.6%
S	131385	2.9%
u	131385	2.9%
Other values (3)	381549	8.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4588263	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	923445	20.1%
i	792060	17.3%
r	527415	11.5%
V	396030	8.6%
f	396030	8.6%
d	396030	8.6%
o	256467	5.6%
	256467	5.6%
S	131385	2.9%
u	131385	2.9%
Other values (3)	381549	8.3%

issue_d
Date

Distinct	115
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Minimum	2007-06-01 00:00:00
Maximum	2016-12-01 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

loan_status
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	22.4 MiB

Fully Paid	318357
Charged Off	77673

Length

Max length	11
Median length	10
Mean length	10.196129
Min length	10

Characters and Unicode

Total characters	4037973
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Fully Paid
2nd row	Fully Paid
3rd row	Fully Paid
4th row	Fully Paid
5th row	Charged Off

Common Values

Value	Count	Frequency (%)
Fully Paid	318357	80.4%
Charged Off	77673	19.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
fully	318357	40.2%
paid	318357	40.2%
charged	77673	9.8%
off	77673	9.8%

Most occurring characters

Value	Count	Frequency (%)
l	636714	15.8%
	396030	9.8%
a	396030	9.8%
d	396030	9.8%
y	318357	7.9%
u	318357	7.9%
P	318357	7.9%
F	318357	7.9%
i	318357	7.9%
f	155346	3.8%
Other values (6)	466038	11.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4037973	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
l	636714	15.8%
	396030	9.8%
a	396030	9.8%
d	396030	9.8%
y	318357	7.9%
u	318357	7.9%
P	318357	7.9%
F	318357	7.9%
i	318357	7.9%
f	155346	3.8%
Other values (6)	466038	11.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4037973	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
l	636714	15.8%
	396030	9.8%
a	396030	9.8%
d	396030	9.8%
y	318357	7.9%
u	318357	7.9%
P	318357	7.9%
F	318357	7.9%
i	318357	7.9%
f	155346	3.8%
Other values (6)	466038	11.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4037973	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
l	636714	15.8%
	396030	9.8%
a	396030	9.8%
d	396030	9.8%
y	318357	7.9%
u	318357	7.9%
P	318357	7.9%
F	318357	7.9%
i	318357	7.9%
f	155346	3.8%
Other values (6)	466038	11.5%

purpose
Categorical

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	24.2 MiB

debt_consolidation	234507
credit_card	83019
home_improvement	24030
other	21185
major_purchase	8790
Other values (9)	24499

Length

Max length	18
Median length	18
Mean length	14.997846
Min length	3

Characters and Unicode

Total characters	5939597
Distinct characters	22
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	vacation
2nd row	debt_consolidation
3rd row	credit_card
4th row	credit_card
5th row	credit_card

Common Values

Value	Count	Frequency (%)
debt_consolidation	234507	59.2%
credit_card	83019	21.0%
home_improvement	24030	6.1%
other	21185	5.3%
major_purchase	8790	2.2%
small_business	5701	1.4%
car	4697	1.2%
medical	4196	1.1%
moving	2854	0.7%
vacation	2452	0.6%
Other values (4)	4599	1.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
debt_consolidation	234507	59.2%
credit_card	83019	21.0%
home_improvement	24030	6.1%
other	21185	5.3%
major_purchase	8790	2.2%
small_business	5701	1.4%
car	4697	1.2%
medical	4196	1.1%
moving	2854	0.7%
vacation	2452	0.6%
Other values (4)	4599	1.2%

Most occurring characters

Value	Count	Frequency (%)
o	789320	13.3%
d	643129	10.8%
t	599957	10.1%
i	593335	10.0%
n	506778	8.5%
e	435403	7.3%
c	420937	7.1%
_	356376	6.0%
a	355447	6.0%
s	268302	4.5%
Other values (12)	970613	16.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5939597	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	789320	13.3%
d	643129	10.8%
t	599957	10.1%
i	593335	10.0%
n	506778	8.5%
e	435403	7.3%
c	420937	7.1%
_	356376	6.0%
a	355447	6.0%
s	268302	4.5%
Other values (12)	970613	16.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5939597	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	789320	13.3%
d	643129	10.8%
t	599957	10.1%
i	593335	10.0%
n	506778	8.5%
e	435403	7.3%
c	420937	7.1%
_	356376	6.0%
a	355447	6.0%
s	268302	4.5%
Other values (12)	970613	16.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5939597	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	789320	13.3%
d	643129	10.8%
t	599957	10.1%
i	593335	10.0%
n	506778	8.5%
e	435403	7.3%
c	420937	7.1%
_	356376	6.0%
a	355447	6.0%
s	268302	4.5%
Other values (12)	970613	16.3%

title
Text

Distinct	48816
Distinct (%)	12.4%
Missing	1756
Missing (%)	0.4%
Memory size	25.0 MiB

Length

Max length	80
Median length	79
Mean length	17.241127
Min length	2

Characters and Unicode

Total characters	6797728
Distinct characters	101
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	41797 ?
Unique (%)	10.6%

Sample

1st row	Vacation
2nd row	Debt consolidation
3rd row	Credit card refinancing
4th row	Credit card refinancing
5th row	Credit Card Refinance

Value	Count	Frequency (%)
consolidation	191014	21.7%
debt	190821	21.6%
credit	74290	8.4%
card	68254	7.7%
refinancing	52262	5.9%
loan	28112	3.2%
home	22625	2.6%
improvement	18786	2.1%
other	13252	1.5%
payoff	6685	0.8%
Other values (14633)	216173	24.5%

Most occurring characters

Value	Count	Frequency (%)
o	735790	10.8%
n	682850	10.0%
i	655694	9.6%
t	545268	8.0%
e	521003	7.7%
	494561	7.3%
a	445747	6.6%
d	386101	5.7%
c	322828	4.7%
r	295630	4.3%
Other values (91)	1712256	25.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	6797728	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	735790	10.8%
n	682850	10.0%
i	655694	9.6%
t	545268	8.0%
e	521003	7.7%
	494561	7.3%
a	445747	6.6%
d	386101	5.7%
c	322828	4.7%
r	295630	4.3%
Other values (91)	1712256	25.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	6797728	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	735790	10.8%
n	682850	10.0%
i	655694	9.6%
t	545268	8.0%
e	521003	7.7%
	494561	7.3%
a	445747	6.6%
d	386101	5.7%
c	322828	4.7%
r	295630	4.3%
Other values (91)	1712256	25.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	6797728	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	735790	10.8%
n	682850	10.0%
i	655694	9.6%
t	545268	8.0%
e	521003	7.7%
	494561	7.3%
a	445747	6.6%
d	386101	5.7%
c	322828	4.7%
r	295630	4.3%
Other values (91)	1712256	25.2%

dti
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	4262
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.379514

Minimum	0
Maximum	9999
Zeros	313
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	4.68
Q1	11.28
median	16.91
Q3	22.98
95-th percentile	31.58
Maximum	9999
Range	9999
Interquartile range (IQR)	11.7

Descriptive statistics

Standard deviation	18.019092
Coefficient of variation (CV)	1.0368007
Kurtosis	237923.68
Mean	17.379514
Median Absolute Deviation (MAD)	5.83
Skewness	431.05123
Sum	6882808.8
Variance	324.68769
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	313	0.1%
14.4	310	0.1%
19.2	302	0.1%
16.8	301	0.1%
18	300	0.1%
20.4	296	0.1%
12	293	0.1%
13.2	291	0.1%
21.6	270	0.1%
15.6	266	0.1%
Other values (4252)	393088	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	313	0.1%
0.01	8	< 0.1%
0.02	12	< 0.1%
0.03	5	< 0.1%
0.04	5	< 0.1%
0.05	6	< 0.1%
0.06	7	< 0.1%
0.07	7	< 0.1%
0.08	8	< 0.1%
0.09	4	< 0.1%

Value	Count	Frequency (%)
9999	1	< 0.1%
1622	1	< 0.1%
380.53	1	< 0.1%
189.9	1	< 0.1%
145.65	1	< 0.1%
138.03	1	< 0.1%
120.66	1	< 0.1%
107.55	1	< 0.1%
93.86	1	< 0.1%
92.13	1	< 0.1%

earliest_cr_line
Date

Distinct	684
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Minimum	1944-01-01 00:00:00
Maximum	2013-10-01 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

open_acc
Real number (ℝ)

HIGH CORRELATION

Distinct	61
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.311153

Minimum	0
Maximum	90
Zeros	6
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	8
median	10
Q3	14
95-th percentile	21
Maximum	90
Range	90
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	5.1376488
Coefficient of variation (CV)	0.45421088
Kurtosis	2.9669448
Mean	11.311153
Median Absolute Deviation (MAD)	3
Skewness	1.2130188
Sum	4479556
Variance	26.395435
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9	36779	9.3%
10	35441	8.9%
8	35137	8.9%
11	32695	8.3%
7	31328	7.9%
12	29157	7.4%
6	25927	6.5%
13	24983	6.3%
14	21173	5.3%
5	18308	4.6%
Other values (51)	105102	26.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	< 0.1%
1	85	< 0.1%
2	1459	0.4%
3	4783	1.2%
4	10709	2.7%
5	18308	4.6%
6	25927	6.5%
7	31328	7.9%
8	35137	8.9%
9	36779	9.3%

Value	Count	Frequency (%)
90	1	< 0.1%
76	2	< 0.1%
58	1	< 0.1%
57	1	< 0.1%
56	2	< 0.1%
55	2	< 0.1%
54	3	< 0.1%
53	6	< 0.1%
52	3	< 0.1%
51	4	< 0.1%

pub_rec
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	20
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.17819105

Minimum	0
Maximum	86
Zeros	338272
Zeros (%)	85.4%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	86
Range	86
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.5306706
Coefficient of variation (CV)	2.9780991
Kurtosis	1867.4666
Mean	0.17819105
Median Absolute Deviation (MAD)	0
Skewness	16.576564
Sum	70569
Variance	0.28161129
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	338272	85.4%
1	49739	12.6%
2	5476	1.4%
3	1521	0.4%
4	527	0.1%
5	237	0.1%
6	122	< 0.1%
7	56	< 0.1%
8	34	< 0.1%
9	12	< 0.1%
Other values (10)	34	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	338272	85.4%
1	49739	12.6%
2	5476	1.4%
3	1521	0.4%
4	527	0.1%
5	237	0.1%
6	122	< 0.1%
7	56	< 0.1%
8	34	< 0.1%
9	12	< 0.1%

Value	Count	Frequency (%)
86	1	< 0.1%
40	1	< 0.1%
24	1	< 0.1%
19	2	< 0.1%
17	1	< 0.1%
15	1	< 0.1%
13	4	< 0.1%
12	4	< 0.1%
11	8	< 0.1%
10	11	< 0.1%

revol_bal
Real number (ℝ)

Distinct	55622
Distinct (%)	14.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15844.54

Minimum	0
Maximum	1743266
Zeros	2128
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	1685
Q1	6025
median	11181
Q3	19620
95-th percentile	41066.55
Maximum	1743266
Range	1743266
Interquartile range (IQR)	13595

Descriptive statistics

Standard deviation	20591.836
Coefficient of variation (CV)	1.2996172
Kurtosis	384.22109
Mean	15844.54
Median Absolute Deviation (MAD)	6112
Skewness	11.727515
Sum	6.2749131 × 10⁹
Variance	4.2402371 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2128	0.5%
5655	41	< 0.1%
6095	38	< 0.1%
7792	38	< 0.1%
3953	37	< 0.1%
5098	36	< 0.1%
6077	36	< 0.1%
4541	35	< 0.1%
5389	35	< 0.1%
5235	35	< 0.1%
Other values (55612)	393571	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2128	0.5%
1	30	< 0.1%
2	26	< 0.1%
3	28	< 0.1%
4	20	< 0.1%
5	23	< 0.1%
6	30	< 0.1%
7	21	< 0.1%
8	21	< 0.1%
9	23	< 0.1%

Value	Count	Frequency (%)
1743266	1	< 0.1%
1298783	1	< 0.1%
1190046	1	< 0.1%
1030826	1	< 0.1%
1023940	1	< 0.1%
975800	1	< 0.1%
867528	1	< 0.1%
838698	1	< 0.1%
814300	1	< 0.1%
778614	1	< 0.1%

revol_util
Real number (ℝ)

Distinct	1226
Distinct (%)	0.3%
Missing	276
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	53.791749

Minimum	0
Maximum	892.3
Zeros	2213
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	11.2
Q1	35.8
median	54.8
Q3	72.9
95-th percentile	92
Maximum	892.3
Range	892.3
Interquartile range (IQR)	37.1

Descriptive statistics

Standard deviation	24.452193
Coefficient of variation (CV)	0.45457145
Kurtosis	2.7122782
Mean	53.791749
Median Absolute Deviation (MAD)	18.5
Skewness	-0.07177802
Sum	21288300
Variance	597.90975
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2213	0.6%
53	752	0.2%
60	739	0.2%
61	734	0.2%
55	730	0.2%
54	725	0.2%
62	721	0.2%
47	720	0.2%
57	719	0.2%
58	717	0.2%
Other values (1216)	386984	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2213	0.6%
0.01	1	< 0.1%
0.04	1	< 0.1%
0.05	1	< 0.1%
0.1	253	0.1%
0.16	1	< 0.1%
0.2	211	0.1%
0.3	187	< 0.1%
0.4	189	< 0.1%
0.46	1	< 0.1%

Value	Count	Frequency (%)
892.3	1	< 0.1%
153	1	< 0.1%
152.5	1	< 0.1%
150.7	1	< 0.1%
148	1	< 0.1%
146.1	1	< 0.1%
145.8	1	< 0.1%
140.4	1	< 0.1%
136.7	1	< 0.1%
132.1	1	< 0.1%

total_acc
Real number (ℝ)

HIGH CORRELATION

Distinct	118
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.414744

Minimum	2
Maximum	151
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	2
5-th percentile	9
Q1	17
median	24
Q3	32
95-th percentile	47
Maximum	151
Range	149
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	11.886991
Coefficient of variation (CV)	0.46772027
Kurtosis	1.20462
Mean	25.414744
Median Absolute Deviation (MAD)	8
Skewness	0.86432764
Sum	10065001
Variance	141.30055
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21	14280	3.6%
22	14260	3.6%
20	14228	3.6%
23	13923	3.5%
24	13878	3.5%
19	13876	3.5%
18	13710	3.5%
17	13495	3.4%
25	13225	3.3%
26	12799	3.2%
Other values (108)	258356	65.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	18	< 0.1%
3	327	0.1%
4	1238	0.3%
5	2028	0.5%
6	2923	0.7%
7	4143	1.0%
8	5365	1.4%
9	6362	1.6%
10	7672	1.9%
11	8844	2.2%

Value	Count	Frequency (%)
151	1	< 0.1%
150	1	< 0.1%
135	1	< 0.1%
129	1	< 0.1%
124	1	< 0.1%
118	1	< 0.1%
117	1	< 0.1%
116	2	< 0.1%
115	1	< 0.1%
111	2	< 0.1%

initial_list_status
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	18.9 MiB

f	238066
w	157964

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	396030
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	w
2nd row	f
3rd row	f
4th row	f
5th row	f

Common Values

Value	Count	Frequency (%)
f	238066	60.1%
w	157964	39.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
f	238066	60.1%
w	157964	39.9%

Most occurring characters

Value	Count	Frequency (%)
f	238066	60.1%
w	157964	39.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	396030	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
f	238066	60.1%
w	157964	39.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	396030	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
f	238066	60.1%
w	157964	39.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	396030	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
f	238066	60.1%
w	157964	39.9%

application_type
Categorical

IMBALANCE

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	22.3 MiB

INDIVIDUAL	395319
JOINT	425
DIRECT_PAY	286

Length

Max length	10
Median length	10
Mean length	9.9946342
Min length	5

Characters and Unicode

Total characters	3958175
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	INDIVIDUAL
2nd row	INDIVIDUAL
3rd row	INDIVIDUAL
4th row	INDIVIDUAL
5th row	INDIVIDUAL

Common Values

Value	Count	Frequency (%)
INDIVIDUAL	395319	99.8%
JOINT	425	0.1%
DIRECT_PAY	286	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
individual	395319	99.8%
joint	425	0.1%
direct_pay	286	0.1%

Most occurring characters

Value	Count	Frequency (%)
I	1186668	30.0%
D	790924	20.0%
N	395744	10.0%
A	395605	10.0%
V	395319	10.0%
U	395319	10.0%
L	395319	10.0%
T	711	< 0.1%
J	425	< 0.1%
O	425	< 0.1%
Other values (6)	1716	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3958175	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
I	1186668	30.0%
D	790924	20.0%
N	395744	10.0%
A	395605	10.0%
V	395319	10.0%
U	395319	10.0%
L	395319	10.0%
T	711	< 0.1%
J	425	< 0.1%
O	425	< 0.1%
Other values (6)	1716	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3958175	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
I	1186668	30.0%
D	790924	20.0%
N	395744	10.0%
A	395605	10.0%
V	395319	10.0%
U	395319	10.0%
L	395319	10.0%
T	711	< 0.1%
J	425	< 0.1%
O	425	< 0.1%
Other values (6)	1716	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3958175	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
I	1186668	30.0%
D	790924	20.0%
N	395744	10.0%
A	395605	10.0%
V	395319	10.0%
U	395319	10.0%
L	395319	10.0%
T	711	< 0.1%
J	425	< 0.1%
O	425	< 0.1%
Other values (6)	1716	< 0.1%

mort_acc
Real number (ℝ)

MISSING ZEROS

Distinct	33
Distinct (%)	< 0.1%
Missing	37795
Missing (%)	9.5%
Infinite	0
Infinite (%)	0.0%
Mean	1.8139908

Minimum	0
Maximum	34
Zeros	139777
Zeros (%)	35.3%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	6
Maximum	34
Range	34
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.1479305
Coefficient of variation (CV)	1.1840911
Kurtosis	4.4771757
Mean	1.8139908
Median Absolute Deviation (MAD)	1
Skewness	1.6001324
Sum	649835
Variance	4.6136053
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0	139777	35.3%
1	60416	15.3%
2	49948	12.6%
3	38049	9.6%
4	27887	7.0%
5	18194	4.6%
6	11069	2.8%
7	6052	1.5%
8	3121	0.8%
9	1656	0.4%
Other values (23)	2066	0.5%
(Missing)	37795	9.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	139777	35.3%
1	60416	15.3%
2	49948	12.6%
3	38049	9.6%
4	27887	7.0%
5	18194	4.6%
6	11069	2.8%
7	6052	1.5%
8	3121	0.8%
9	1656	0.4%

Value	Count	Frequency (%)
34	1	< 0.1%
32	2	< 0.1%
31	2	< 0.1%
30	1	< 0.1%
28	1	< 0.1%
27	3	< 0.1%
26	2	< 0.1%
25	4	< 0.1%
24	10	< 0.1%
23	2	< 0.1%

pub_rec_bankruptcies
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	9
Distinct (%)	< 0.1%
Missing	535
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.12164756

Minimum	0
Maximum	8
Zeros	350380
Zeros (%)	88.5%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.35617428
Coefficient of variation (CV)	2.9279197
Kurtosis	18.10416
Mean	0.12164756
Median Absolute Deviation (MAD)	0
Skewness	3.4234404
Sum	48111
Variance	0.12686012
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	350380	88.5%
1	42790	10.8%
2	1847	0.5%
3	351	0.1%
4	82	< 0.1%
5	32	< 0.1%
6	7	< 0.1%
7	4	< 0.1%
8	2	< 0.1%
(Missing)	535	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	350380	88.5%
1	42790	10.8%
2	1847	0.5%
3	351	0.1%
4	82	< 0.1%
5	32	< 0.1%
6	7	< 0.1%
7	4	< 0.1%
8	2	< 0.1%

Value	Count	Frequency (%)
8	2	< 0.1%
7	4	< 0.1%
6	7	< 0.1%
5	32	< 0.1%
4	82	< 0.1%
3	351	0.1%
2	1847	0.5%
1	42790	10.8%
0	350380	88.5%

address
Text

Distinct	393700
Distinct (%)	99.4%
Missing	0
Missing (%)	0.0%
Memory size	35.4 MiB

Length

Max length	69
Median length	60
Mean length	44.713951
Min length	20

Characters and Unicode

Total characters	17708066
Distinct characters	67
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	391984 ?
Unique (%)	99.0%

Sample

1st row	0174 Michelle Gateway Mendozaberg, OK 22690
2nd row	1076 Carney Fort Apt. 347 Loganmouth, SD 05113
3rd row	87025 Mark Dale Apt. 269 New Sabrina, WV 05113
4th row	823 Reid Ford Delacruzside, MA 00813
5th row	679 Luna Roads Greggshire, VA 11650

Value	Count	Frequency (%)
suite	88417	3.0%
apt	88400	3.0%
70466	56986	2.0%
30723	56548	1.9%
22690	56527	1.9%
48052	55920	1.9%
00813	45826	1.6%
29597	45472	1.6%
05113	45403	1.6%
box	28349	1.0%
Other values (108604)	2352838	80.6%

Most occurring characters

Value	Count	Frequency (%)
	2128626	12.0%
e	911545	5.1%
a	735427	4.2%
t	702787	4.0%
r	656748	3.7%
0	624825	3.5%
i	580043	3.3%
o	579480	3.3%
n	551350	3.1%
2	487525	2.8%
Other values (57)	9749710	55.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	17708066	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	2128626	12.0%
e	911545	5.1%
a	735427	4.2%
t	702787	4.0%
r	656748	3.7%
0	624825	3.5%
i	580043	3.3%
o	579480	3.3%
n	551350	3.1%
2	487525	2.8%
Other values (57)	9749710	55.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	17708066	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	2128626	12.0%
e	911545	5.1%
a	735427	4.2%
t	702787	4.0%
r	656748	3.7%
0	624825	3.5%
i	580043	3.3%
o	579480	3.3%
n	551350	3.1%
2	487525	2.8%
Other values (57)	9749710	55.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	17708066	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	2128626	12.0%
e	911545	5.1%
a	735427	4.2%
t	702787	4.0%
r	656748	3.7%
0	624825	3.5%
i	580043	3.3%
o	579480	3.3%
n	551350	3.1%
2	487525	2.8%
Other values (57)	9749710	55.1%

Auto

Heatmap
Table

	annual_inc	application_type	dti	emp_length	grade	home_ownership	initial_list_status	installment	int_rate	loan_amnt	loan_status	mort_acc	open_acc	pub_rec	pub_rec_bankruptcies	purpose	revol_bal	revol_util	sub_grade	term	total_acc	verification_status
annual_inc	1.000	0.000	-0.203	0.000	0.001	0.000	0.003	0.470	-0.097	0.489	0.003	0.379	0.240	-0.046	-0.072	0.002	0.393	0.060	0.000	0.000	0.334	0.005
application_type	0.000	1.000	0.048	0.003	0.030	0.011	0.027	0.015	0.049	0.024	0.012	0.007	0.012	0.000	0.002	0.003	0.000	0.000	0.036	0.015	0.009	0.014
dti	-0.203	0.048	1.000	1.000	0.000	0.000	0.000	0.056	0.172	0.053	0.002	-0.048	0.323	-0.042	-0.033	0.000	0.250	0.185	0.000	0.000	0.237	0.000
emp_length	0.000	0.003	1.000	1.000	0.005	0.095	0.043	0.033	0.007	0.036	0.017	0.056	0.018	0.004	0.016	0.027	0.005	0.011	0.005	0.062	0.046	0.053
grade	0.001	0.030	0.000	0.005	1.000	0.040	0.056	0.104	0.721	0.097	0.258	0.029	0.016	0.004	0.038	0.089	0.002	0.098	1.000	0.468	0.028	0.160
home_ownership	0.000	0.011	0.000	0.095	0.040	1.000	0.048	0.071	0.044	0.084	0.068	0.138	0.060	0.000	0.005	0.086	0.015	0.014	0.047	0.100	0.104	0.046
initial_list_status	0.003	0.027	0.000	0.043	0.056	0.048	1.000	0.058	0.066	0.082	0.009	0.017	0.065	0.000	0.041	0.082	0.012	0.029	0.066	0.105	0.065	0.089
installment	0.470	0.015	0.056	0.033	0.104	0.071	0.058	1.000	0.137	0.968	0.057	0.202	0.208	-0.093	-0.103	0.097	0.460	0.132	0.093	0.257	0.217	0.217
int_rate	-0.097	0.049	0.172	0.007	0.721	0.044	0.066	0.137	1.000	0.131	0.246	-0.103	0.004	0.072	0.061	0.071	0.006	0.304	0.721	0.441	-0.051	0.167
loan_amnt	0.489	0.024	0.053	0.036	0.097	0.084	0.082	0.968	0.131	1.000	0.065	0.231	0.215	-0.100	-0.109	0.100	0.470	0.105	0.084	0.411	0.237	0.234
loan_status	0.003	0.012	0.002	0.017	0.258	0.068	0.009	0.057	0.246	0.065	1.000	0.055	0.028	0.006	0.010	0.059	0.008	0.039	0.264	0.173	0.020	0.086
mort_acc	0.379	0.007	-0.048	0.056	0.029	0.138	0.017	0.202	-0.103	0.231	0.055	1.000	0.142	0.032	0.040	0.021	0.239	0.008	0.025	0.069	0.405	0.049
open_acc	0.240	0.012	0.323	0.018	0.016	0.060	0.065	0.208	0.004	0.215	0.028	0.142	1.000	-0.019	-0.025	0.036	0.364	-0.139	0.016	0.076	0.672	0.044
pub_rec	-0.046	0.000	-0.042	0.004	0.004	0.000	0.000	-0.093	0.072	-0.100	0.006	0.032	-0.019	1.000	0.862	0.007	-0.209	-0.095	0.006	0.001	0.033	0.004
pub_rec_bankruptcies	-0.072	0.002	-0.033	0.016	0.038	0.005	0.041	-0.103	0.061	-0.109	0.010	0.040	-0.025	0.862	1.000	0.014	-0.205	-0.091	0.036	0.020	0.042	0.032
purpose	0.002	0.003	0.000	0.027	0.089	0.086	0.082	0.097	0.071	0.100	0.059	0.021	0.036	0.007	0.014	1.000	0.004	0.026	0.063	0.088	0.034	0.062
revol_bal	0.393	0.000	0.250	0.005	0.002	0.015	0.012	0.460	0.006	0.470	0.008	0.239	0.364	-0.209	-0.205	0.004	1.000	0.420	0.000	0.006	0.294	0.014
revol_util	0.060	0.000	0.185	0.011	0.098	0.014	0.029	0.132	0.304	0.105	0.039	0.008	-0.139	-0.095	-0.091	0.026	0.420	1.000	0.101	0.022	-0.105	0.039
sub_grade	0.000	0.036	0.000	0.005	1.000	0.047	0.066	0.093	0.721	0.084	0.264	0.025	0.016	0.006	0.036	0.063	0.000	0.101	1.000	0.481	0.025	0.169
term	0.000	0.015	0.000	0.062	0.468	0.100	0.105	0.257	0.441	0.411	0.173	0.069	0.076	0.001	0.020	0.088	0.006	0.022	0.481	1.000	0.101	0.218
total_acc	0.334	0.009	0.237	0.046	0.028	0.104	0.065	0.217	-0.051	0.237	0.020	0.405	0.672	0.033	0.042	0.034	0.294	-0.105	0.025	0.101	1.000	0.061
verification_status	0.005	0.014	0.000	0.053	0.160	0.046	0.089	0.217	0.167	0.234	0.086	0.049	0.044	0.004	0.032	0.062	0.014	0.039	0.169	0.218	0.061	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	loan_amnt	term	int_rate	installment	grade	sub_grade	emp_title	emp_length	home_ownership	annual_inc	verification_status	issue_d	loan_status	purpose	title	dti	earliest_cr_line	open_acc	revol_bal	revol_util	total_acc	initial_list_status	application_type	mort_acc	address
0	10000.0	36 months	11.44	329.48	B	B4	Marketing	10+ years	RENT	117000.0	Not Verified	2015-01-01	Fully Paid	vacation	Vacation	26.24	1990-06-01	16.0	36369.0	41.8	25.0	w	INDIVIDUAL	0.0	0174 Michelle Gateway\r\nMendozaberg, OK 22690
1	8000.0	36 months	11.99	265.68	B	B5	Credit analyst	4 years	MORTGAGE	65000.0	Not Verified	2015-01-01	Fully Paid	debt_consolidation	Debt consolidation	22.05	2004-07-01	17.0	20131.0	53.3	27.0	f	INDIVIDUAL	3.0	1076 Carney Fort Apt. 347\r\nLoganmouth, SD 05113
2	15600.0	36 months	10.49	506.97	B	B3	Statistician	< 1 year	RENT	43057.0	Source Verified	2015-01-01	Fully Paid	credit_card	Credit card refinancing	12.79	2007-08-01	13.0	11987.0	92.2	26.0	f	INDIVIDUAL	0.0	87025 Mark Dale Apt. 269\r\nNew Sabrina, WV 05113
3	7200.0	36 months	6.49	220.65	A	A2	Client Advocate	6 years	RENT	54000.0	Not Verified	2014-11-01	Fully Paid	credit_card	Credit card refinancing	2.60	2006-09-01	6.0	5472.0	21.5	13.0	f	INDIVIDUAL	0.0	823 Reid Ford\r\nDelacruzside, MA 00813
4	24375.0	60 months	17.27	609.33	C	C5	Destiny Management Inc.	9 years	MORTGAGE	55000.0	Verified	2013-04-01	Charged Off	credit_card	Credit Card Refinance	33.95	1999-03-01	13.0	24584.0	69.8	43.0	f	INDIVIDUAL	1.0	679 Luna Roads\r\nGreggshire, VA 11650
5	20000.0	36 months	13.33	677.07	C	C3	HR Specialist	10+ years	MORTGAGE	86788.0	Verified	2015-09-01	Fully Paid	debt_consolidation	Debt consolidation	16.31	2005-01-01	8.0	25757.0	100.6	23.0	f	INDIVIDUAL	4.0	1726 Cooper Passage Suite 129\r\nNorth Deniseberg, DE 30723
6	18000.0	36 months	5.32	542.07	A	A1	Software Development Engineer	2 years	MORTGAGE	125000.0	Source Verified	2015-09-01	Fully Paid	home_improvement	Home improvement	1.36	2005-08-01	8.0	4178.0	4.9	25.0	f	INDIVIDUAL	3.0	1008 Erika Vista Suite 748\r\nEast Stephanie, TX 22690
7	13000.0	36 months	11.14	426.47	B	B2	Office Depot	10+ years	RENT	46000.0	Not Verified	2012-09-01	Fully Paid	credit_card	No More Credit Cards	26.87	1994-09-01	11.0	13425.0	64.5	15.0	f	INDIVIDUAL	0.0	USCGC Nunez\r\nFPO AE 30723
8	18900.0	60 months	10.99	410.84	B	B3	Application Architect	10+ years	RENT	103000.0	Verified	2014-10-01	Fully Paid	debt_consolidation	Debt consolidation	12.52	1994-06-01	13.0	18637.0	32.9	40.0	w	INDIVIDUAL	3.0	USCGC Tran\r\nFPO AP 22690
9	26300.0	36 months	16.29	928.40	C	C5	Regado Biosciences	3 years	MORTGAGE	115000.0	Verified	2012-04-01	Fully Paid	debt_consolidation	Debt Consolidation	23.69	1997-12-01	13.0	22171.0	82.4	37.0	f	INDIVIDUAL	1.0	3390 Luis Rue\r\nMauricestad, VA 00813

	loan_amnt	term	int_rate	installment	grade	sub_grade	emp_title	emp_length	home_ownership	annual_inc	verification_status	issue_d	loan_status	purpose	title	dti	earliest_cr_line	open_acc	revol_bal	revol_util	total_acc	initial_list_status	application_type	mort_acc	address
396020	10000.0	36 months	9.76	321.55	B	B3	Retirement Counselor	10+ years	RENT	40000.0	Not Verified	2015-12-01	Fully Paid	debt_consolidation	Debt consolidation	23.40	1988-01-01	9.0	8819.0	57.3	18.0	w	INDIVIDUAL	1.0	914 Alexander Mountains Apt. 604\r\nEast Marco, VT 70466
396021	3200.0	36 months	5.42	96.52	A	A1	St Francis Medical Center	10+ years	RENT	33000.0	Not Verified	2011-02-01	Fully Paid	debt_consolidation	2011 Insurance and Debt Consolidation	21.45	1996-11-01	18.0	3985.0	7.6	50.0	f	INDIVIDUAL	NaN	309 John Mission\r\nWest Marc, NY 00813
396022	12000.0	36 months	12.29	400.24	C	C1	Data Center Specialist II	1 year	RENT	52100.0	Source Verified	2015-10-01	Fully Paid	debt_consolidation	Debt consolidation	17.28	2004-10-01	6.0	9580.0	66.1	18.0	w	INDIVIDUAL	0.0	532 Johnson Drive Apt. 185\r\nAndersonside, NY 70466
396023	22000.0	36 months	18.92	805.55	D	D4	Operations Manager	10+ years	MORTGAGE	138000.0	Not Verified	2014-04-01	Fully Paid	debt_consolidation	Debt consolidation	24.43	1998-05-01	18.0	22287.0	50.4	39.0	f	INDIVIDUAL	4.0	0297 Flores Dale Suite 441\r\nTaylorland, MD 05113
396024	6000.0	36 months	13.11	202.49	B	B4	Michael's Arts & Crafts	5 years	RENT	64000.0	Not Verified	2013-03-01	Fully Paid	debt_consolidation	Credit buster	10.81	1991-11-01	7.0	11456.0	97.1	9.0	w	INDIVIDUAL	0.0	514 Cynthia Park Apt. 402\r\nWest Williamside, SC 05113
396025	10000.0	60 months	10.99	217.38	B	B4	licensed bankere	2 years	RENT	40000.0	Source Verified	2015-10-01	Fully Paid	debt_consolidation	Debt consolidation	15.63	2004-11-01	6.0	1990.0	34.3	23.0	w	INDIVIDUAL	0.0	12951 Williams Crossing\r\nJohnnyville, DC 30723
396026	21000.0	36 months	12.29	700.42	C	C1	Agent	5 years	MORTGAGE	110000.0	Source Verified	2015-02-01	Fully Paid	debt_consolidation	Debt consolidation	21.45	2006-02-01	6.0	43263.0	95.7	8.0	f	INDIVIDUAL	1.0	0114 Fowler Field Suite 028\r\nRachelborough, LA 05113
396027	5000.0	36 months	9.99	161.32	B	B1	City Carrier	10+ years	RENT	56500.0	Verified	2013-10-01	Fully Paid	debt_consolidation	pay off credit cards	17.56	1997-03-01	15.0	32704.0	66.9	23.0	f	INDIVIDUAL	0.0	953 Matthew Points Suite 414\r\nReedfort, NY 70466
396028	21000.0	60 months	15.31	503.02	C	C2	Gracon Services, Inc	10+ years	MORTGAGE	64000.0	Verified	2012-08-01	Fully Paid	debt_consolidation	Loanforpayoff	15.88	1990-11-01	9.0	15704.0	53.8	20.0	f	INDIVIDUAL	5.0	7843 Blake Freeway Apt. 229\r\nNew Michael, FL 29597
396029	2000.0	36 months	13.61	67.98	C	C2	Internal Revenue Service	10+ years	RENT	42996.0	Verified	2010-06-01	Fully Paid	debt_consolidation	Toxic Debt Payoff	8.32	1998-09-01	3.0	4292.0	91.3	19.0	f	INDIVIDUAL	NaN	787 Michelle Causeway\r\nBriannaton, AR 48052

Overview

Variables

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(unknown)

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(unknown)

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(unknown)

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(unknown)

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(unknown)

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(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

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Most occurring characters

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Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

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Most occurring categories